The full skill instructions and embedded helper script are in skills/pdf2plot.md at the root of this repository. Read that file now and follow its instructions.
skill
sound-of-water-eval
ANo problem foundqhjqhj00/research-skills-pool
Evaluates a model's ability to infer physical properties (air column length, container dimensions, flow rate, fill time, liquid weight) and classify container shapes solely from the acoustic characteristics of pouring liquids, without visual or tactile input. Use when the user wants to benchmark on Sound of Water 50, Wilson et al. [96] dataset, or asks about evaluating this task. Reports Mean Absolute Error (MAE).
sound-of-water-eval got grade A on our automated scan on 2026-10-19.
Before you install
- Read any scripts this skill ships.
- Note every URL it fetches.
- Check allowed-tools and hooks.
Embed this grade
Add this badge to your README. It shows the current grade from CheckSkills.
Report this skill if the grade looks wrong, or if something slipped through.
Related
Run all code generation (protobuf, sqlc, frontend build)
name: ship description: Release protocol: pre-flight checks, changelog, semantic version, tag, deploy. disable-model-invocation: true
name: init description: Bootstrap the .resonance/ project memory (soul, state, docs scaffold). Run once per new project. disable-model-invocation: true
name: goal description: The autonomous goal loop: frame, decompose, then build and verify each slice against real checks, bounded, never auto-ship. disable-model-invocation: true